Project-Based R Companion to Introductory Statistics
暫譯: 專案導向的 R 語言入門統計學伴侶

Myers, Chelsea

  • 出版商: CRC
  • 出版日期: 2020-12-23
  • 售價: $6,190
  • 貴賓價: 9.5$5,881
  • 語言: 英文
  • 頁數: 183
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0367687348
  • ISBN-13: 9780367687342
  • 相關分類: R 語言機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

商品描述

Project-Based R Companion to Introductory Statistics is envisioned as a companion to a traditional statistics or biostatistics textbook, with each chapter covering traditional topics such as descriptive statistics, regression, and hypothesis testing. However, unlike a traditional textbook, each chapter will present its material using a complete step-by-step analysis of a real publicly available dataset, with an emphasis on the practical skills of testing assumptions, data exploration, and forming conclusions. The chapters in the main body of the book include a worked example showing the R code used at each step followed by a multi-part project for students to complete. These projects, which could serve as alternatives to traditional discrete homework problems, will illustrate how to "put the pieces together" and conduct a complete start-to-finish data analysis using the R statistical software package. At the end of the book, there are several projects that require the use of multiple statistical techniques that could be used as a take-home final exam or final project for a class.

Key features of the text:

  • Organized in chapters focusing on the same topics found in typical introductory statistics textbooks (descriptive statistics, regression, two-way tables, hypothesis testing for means and proportions, etc.) so instructors can easily pair this supplementary material with course plans

  • Includes student projects for each chapter which can be assigned as laboratory exercises or homework assignments to supplement traditional homework

  • Features real-world datasets from scientific publications in the fields of history, pop culture, business, medicine, and forensics for students to analyze

  • Allows students to gain experience working through a variety of statistical analyses from start to finish

The book is written at the undergraduate level to be used in an introductory statistical methods course or subject-specific research methods course such as biostatistics or research methods for psychology or business analytics.

Author

After a 10-year career as a research biostatistician in the Department of Ophthalmology and Visual Sciences at the University of Wisconsin-Madison, Chelsea Myers teaches statistics and biostatistics at Rollins College and Valencia College in Central Florida. She has authored or co-authored more than 30 scientific papers and presentations and is the creator of the MCAT preparation website MCATMath.com.

商品描述(中文翻譯)

基於專案的 R 語言入門統計學伴侶》被設想為傳統統計學或生物統計學教科書的伴侶,每一章涵蓋傳統主題,如描述性統計、迴歸分析和假設檢定。然而,與傳統教科書不同的是,每一章將使用一個完整的逐步分析真實的公開數據集來呈現其內容,重點在於測試假設、數據探索和形成結論的實用技能。本書的主要章節包括一個示範範例,展示每一步所使用的 R 語言程式碼,隨後是供學生完成的多部分專案。這些專案可以作為傳統離散作業問題的替代方案,將說明如何「將各個部分組合在一起」,並使用 R 統計軟體包進行完整的數據分析。書末有幾個專案需要使用多種統計技術,這些專案可以作為期末考或課程的最終專案。

本書的主要特點


  • 按章節組織,專注於典型入門統計學教科書中常見的主題(描述性統計、迴歸分析、雙向表、均值和比例的假設檢定等),使教師能夠輕鬆將這些補充材料與課程計劃配對。



  • 每章包含學生專案,可作為實驗練習或作業分配,以補充傳統作業。



  • 提供來自歷史、流行文化、商業、醫學和法醫學等領域的科學出版物中的真實數據集,供學生分析。



  • 讓學生獲得從頭到尾進行各種統計分析的經驗。

本書以本科生水平撰寫,適用於入門統計方法課程或特定主題的研究方法課程,如生物統計學或心理學或商業分析的研究方法。

作者
在威斯康辛大學麥迪遜分校眼科與視覺科學系擔任研究生物統計師十年後,Chelsea Myers 現在在佛羅里達州中部的羅林斯學院和瓦倫西亞學院教授統計學和生物統計學。她已經撰寫或共同撰寫了超過 30 篇科學論文和報告,並且是 MCAT 準備網站 MCATMath.com 的創建者。

作者簡介

After a 10-year career as a research biostatistician in the Department of Ophthalmology and Visual Sciences at the University of Wisconsin-Madison, Chelsea Myers teaches statistics and biostatistics at Rollins College and Valencia College in Central Florida. She has authored or co-authored more than 30 scientific papers and presentations and is the creator of the MCAT preparation website MCATMath.com. She lives in Winter Park, Florida with her family.

作者簡介(中文翻譯)

在威斯康辛大學麥迪遜分校眼科與視覺科學系擔任了十年的研究生物統計學家後,Chelsea Myers 現在在佛羅里達州中部的羅林斯學院和瓦倫西亞學院教授統計學和生物統計學。她已經撰寫或共同撰寫了超過30篇科學論文和報告,並且是 MCAT 準備網站 MCATMath.com 的創建者。她與家人住在佛羅里達州的溫特帕克。